{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2b6eff961bdcc816",
   "metadata": {},
   "source": [
    "## ViT\n",
    "ViT就是Vision Transformer，是2020年11月发布的一个模型，是Transformer的变种，用于处理视觉数据。\n",
    "\n",
    "论文地址：https://arxiv.org/abs/2010.11929"
   ]
  },
  {
   "attachments": {
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    }
   },
   "cell_type": "markdown",
   "id": "c30589e74696f09d",
   "metadata": {},
   "source": [
    "![image.png](attachment:65a62fac-36e3-43ef-96c1-e1071508c1d0.png)"
   ]
  },
  {
   "cell_type": "code",
   "id": "64cf3fcab8977ad0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-21T12:29:30.513833Z",
     "start_time": "2025-08-21T12:29:28.776286Z"
    }
   },
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from torchvision import datasets\n",
    "\n",
    "img_dataset = datasets.MNIST(root='./data/', train=True, download=True)\n",
    "img = img_dataset[0][0]\n",
    "plt.imshow(img, cmap='gray')\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 1
  },
  {
   "cell_type": "code",
   "id": "a7df7761fb7cd442",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-21T12:29:30.600651Z",
     "start_time": "2025-08-21T12:29:30.597845Z"
    }
   },
   "source": [
    "from torchvision import transforms\n",
    "\n",
    "transform = transforms.ToTensor()\n",
    "img_tensor = transform(img)\n",
    "img_tensor.shape"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 28, 28])"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "id": "a9fbc4c6e7a82e94",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-21T12:29:30.611461Z",
     "start_time": "2025-08-21T12:29:30.609669Z"
    }
   },
   "source": [
    "# PATCH_SIZE表示每个patch图片的大小，7*7，因此28*28的图片会被切成16个7*7的patch\n",
    "PATCH_SIZE = 7\n",
    "img_patch = img_tensor.unfold(1, PATCH_SIZE, PATCH_SIZE).unfold(2, PATCH_SIZE, PATCH_SIZE)"
   ],
   "outputs": [],
   "execution_count": 3
  },
  {
   "cell_type": "code",
   "id": "27c516812a0823b6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-21T12:29:30.625162Z",
     "start_time": "2025-08-21T12:29:30.622818Z"
    }
   },
   "source": [
    "img_patch.shape"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 4, 4, 7, 7])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "code",
   "id": "aff9c51403ba9987",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-21T12:29:30.709043Z",
     "start_time": "2025-08-21T12:29:30.634823Z"
    }
   },
   "source": [
    "fig, axs = plt.subplots(4, 4, figsize=(4, 4))\n",
    "for i in range(4):\n",
    "    for j in range(4):\n",
    "        patch = img_patch[0][i][j]\n",
    "        axs[i, j].imshow(patch, cmap='gray')\n",
    "        axs[i, j].axis('off')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 400x400 with 16 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "code",
   "id": "645b0178693162bb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-21T12:29:30.722396Z",
     "start_time": "2025-08-21T12:29:30.719936Z"
    }
   },
   "source": [
    "# 将每个patch转成向量\n",
    "img_patch = img_patch.permute(1, 2, 0, 3, 4, )\n",
    "img_patch.shape"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([4, 4, 1, 7, 7])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 6
  },
  {
   "cell_type": "code",
   "id": "f7d7129129072ca3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-21T12:29:30.740269Z",
     "start_time": "2025-08-21T12:29:30.737366Z"
    }
   },
   "source": [
    "img_patch = img_patch.reshape(16, 1, 7, 7)\n",
    "img_patch.shape"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([16, 1, 7, 7])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 7
  },
  {
   "cell_type": "code",
   "id": "7b90b1bc804909e6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-21T12:29:30.753449Z",
     "start_time": "2025-08-21T12:29:30.749849Z"
    }
   },
   "source": [
    "from torch import nn\n",
    "\n",
    "EMBED_DIM = 64\n",
    "\n",
    "projection_layer = nn.Linear(7 * 7 * 1, EMBED_DIM)\n",
    "patch_embeddings = projection_layer(img_patch.view(16, -1))\n",
    "patch_embeddings.shape"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([16, 64])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 8
  },
  {
   "cell_type": "code",
   "id": "61a4b49e8ba61d40",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-21T12:29:30.771623Z",
     "start_time": "2025-08-21T12:29:30.768262Z"
    }
   },
   "source": [
    "# 使用Conv2d实现切分\n",
    "patch_embedding_layer = nn.Conv2d(in_channels=1, out_channels=16, kernel_size=4, stride=4)\n",
    "\n",
    "embeddings = patch_embedding_layer(img_tensor)\n",
    "embeddings.shape"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([16, 7, 7])"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 9
  },
  {
   "cell_type": "code",
   "id": "f2928149afccbcc4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-21T12:29:30.785199Z",
     "start_time": "2025-08-21T12:29:30.782824Z"
    }
   },
   "source": [
    "embeddings = projection_layer(embeddings.view(16, -1))\n",
    "embeddings.shape"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([16, 64])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 10
  },
  {
   "cell_type": "code",
   "id": "438a1da32b923074",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-21T12:29:30.803022Z",
     "start_time": "2025-08-21T12:29:30.799878Z"
    }
   },
   "source": [
    "import torch\n",
    "\n",
    "# 定义一个cls token，一个向量\n",
    "cls_token = torch.zeros(1, EMBED_DIM)\n",
    "cls_token"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "         0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n",
       "         0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.]])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 11
  },
  {
   "cell_type": "code",
   "id": "5bba5961ad2bc9eb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-21T12:29:31.085017Z",
     "start_time": "2025-08-21T12:29:31.082701Z"
    }
   },
   "source": [
    "cls_token.shape"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 64])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 12
  },
  {
   "cell_type": "code",
   "id": "f7ded623c99d7100",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-21T12:29:31.123199Z",
     "start_time": "2025-08-21T12:29:31.120413Z"
    }
   },
   "source": [
    "embeddings = torch.cat([cls_token, embeddings], dim=0)\n",
    "embeddings.shape"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([17, 64])"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-24T12:20:51.222615Z",
     "start_time": "2025-08-24T12:20:50.498316Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 假如图片是3通道，那么卷积的输出形状跟原始图片通道没有关系\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "\n",
    "test_conv = nn.Conv2d(3, 16, kernel_size=4, stride=4)\n",
    "\n",
    "# 构造一个3通道的图片\n",
    "test_img = torch.rand(1, 3, 28, 28)\n",
    "\n",
    "embeddings = test_conv(test_img)\n",
    "embeddings.shape"
   ],
   "id": "36e374a63116f285",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 16, 7, 7])"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "id": "99da12ce9110616f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-21T12:34:33.341714Z",
     "start_time": "2025-08-21T12:34:33.334382Z"
    }
   },
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "from torchvision import datasets, transforms\n",
    "from torch.utils.data import DataLoader\n",
    "\n",
    "\n",
    "class ZhouyuViT(nn.Module):\n",
    "    def __init__(self, image_size=28, patch_size=7, in_channels=1, num_classes=10,\n",
    "                 embed_dim=64, num_layers=4, num_heads=8, dim_feedforward=2048):\n",
    "        super().__init__()\n",
    "        assert image_size % patch_size == 0, \"Image size must be divisible by patch size\"\n",
    "\n",
    "        self.image_size = image_size\n",
    "        self.patch_size = patch_size\n",
    "        self.embed_dim = embed_dim\n",
    "        self.num_patches = (image_size // patch_size) ** 2\n",
    "\n",
    "        # 通过卷积层切分为16张图片\n",
    "        self.patch_conv = nn.Conv2d(in_channels, self.num_patches, kernel_size=4, stride=4)\n",
    "\n",
    "        # 课上代码\n",
    "        # self.patch_embed = nn.Linear(in_channels * patch_size * patch_size, embed_dim)\n",
    "        # 正确代码，不用乘in_channels，结合上面的测试代码理解\n",
    "        self.patch_embed = nn.Linear(patch_size * patch_size, embed_dim)\n",
    "\n",
    "        self.cls_token = torch.zeros(1, 1, embed_dim)\n",
    "        self.pos_embed = nn.Embedding(self.num_patches + 1, embed_dim)\n",
    "\n",
    "        # TransformerEncoder\n",
    "        encoder_layer = nn.TransformerEncoderLayer(\n",
    "            d_model=embed_dim,\n",
    "            nhead=num_heads,\n",
    "            dim_feedforward=dim_feedforward,\n",
    "            batch_first=True\n",
    "        )\n",
    "        self.encoder = nn.TransformerEncoder(encoder_layer, num_layers=num_layers)\n",
    "\n",
    "        # 分类头\n",
    "        self.head = nn.Linear(embed_dim, num_classes)\n",
    "\n",
    "    def forward(self, x):\n",
    "        batch_size = x.shape[0]  # batch size\n",
    "\n",
    "        # 利用卷积层切分为16张图片\n",
    "        x = self.patch_conv(x)  # [batch_size, 1, 28, 28] -> [batch_size, 16, 7, 7]\n",
    "        x = x.view(batch_size, self.num_patches, -1) # [batch_size, 16, 7, 7] -> [batch_size, 16, 49]\n",
    "\n",
    "        # 将图片转成向量\n",
    "        x = self.patch_embed(x)  # [batch_size, 16, 49] -> [batch_size, 16, 64]\n",
    "\n",
    "        # 加入cls_tokens\n",
    "        cls_tokens = self.cls_token.expand(batch_size, -1, -1)  # [1, 1, embed_dim] -> [batch_size, 1, embed_dim]\n",
    "        x = torch.cat((cls_tokens, x), dim=1)  # [batch_size, 16, 64] -> [batch_size, 17, 64]\n",
    "\n",
    "        # 加上位置编码\n",
    "        seq_len = x.shape[1]\n",
    "        pos_ids = torch.arange(0, seq_len).unsqueeze(0).repeat(batch_size, 1)\n",
    "        pos_embeddings = self.pos_embed(pos_ids)\n",
    "        x = x + pos_embeddings\n",
    "\n",
    "        # 送给TransformerEncoder进行编码，得到新的向量\n",
    "        x = self.encoder(x)  # [batch_size, 17, 64]\n",
    "\n",
    "        # 取出cls_tokens对应的向量\n",
    "        cls_output = x[:, 0]\n",
    "\n",
    "        # 进行分类\n",
    "        logits = self.head(cls_output)\n",
    "\n",
    "        return logits"
   ],
   "outputs": [],
   "execution_count": 18
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-21T12:34:39.337900Z",
     "start_time": "2025-08-21T12:34:39.307514Z"
    }
   },
   "cell_type": "code",
   "source": [
    "train_dataset = datasets.MNIST(root='./data/', train=True, download=True, transform=transforms.ToTensor())\n",
    "test_dataset = datasets.MNIST(root='./data/', train=False, download=True, transform=transforms.ToTensor())\n",
    "\n",
    "train_loader = DataLoader(train_dataset, batch_size=16, shuffle=True)\n",
    "test_loader = DataLoader(test_dataset, batch_size=16, shuffle=True)"
   ],
   "id": "80aafd82a1d0dcb6",
   "outputs": [],
   "execution_count": 19
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-21T12:46:39.550631Z",
     "start_time": "2025-08-21T12:42:29.768320Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# model = ZhouyuViT(num_layers=2, num_heads=4, dim_feedforward=1024)\n",
    "model = ZhouyuViT()\n",
    "\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.AdamW(model.parameters(), lr=5e-5)\n",
    "\n",
    "epochs = 2\n",
    "for epoch in range(epochs):\n",
    "    for i, (images, labels) in enumerate(train_loader):\n",
    "        outputs = model(images)\n",
    "        loss = criterion(outputs, labels)\n",
    "\n",
    "        optimizer.zero_grad()\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "\n",
    "        if (i + 1) % 100 == 0:\n",
    "            print('Epoch [{}/{}], Step [{}/{}], Loss: {:.4f}'\n",
    "                  .format(epoch + 1, epochs, i + 1, len(train_loader), loss.item()))"
   ],
   "id": "5ad2bf8a47269450",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch [1/2], Step [100/3750], Loss: 2.2620\n",
      "Epoch [1/2], Step [200/3750], Loss: 2.2640\n",
      "Epoch [1/2], Step [300/3750], Loss: 2.2104\n",
      "Epoch [1/2], Step [400/3750], Loss: 1.6716\n",
      "Epoch [1/2], Step [500/3750], Loss: 1.2942\n",
      "Epoch [1/2], Step [600/3750], Loss: 1.1541\n",
      "Epoch [1/2], Step [700/3750], Loss: 1.3326\n",
      "Epoch [1/2], Step [800/3750], Loss: 0.8659\n",
      "Epoch [1/2], Step [900/3750], Loss: 1.0139\n",
      "Epoch [1/2], Step [1000/3750], Loss: 0.9430\n",
      "Epoch [1/2], Step [1100/3750], Loss: 0.5777\n",
      "Epoch [1/2], Step [1200/3750], Loss: 0.5998\n",
      "Epoch [1/2], Step [1300/3750], Loss: 0.4662\n",
      "Epoch [1/2], Step [1400/3750], Loss: 0.7419\n",
      "Epoch [1/2], Step [1500/3750], Loss: 0.3896\n",
      "Epoch [1/2], Step [1600/3750], Loss: 0.3666\n",
      "Epoch [1/2], Step [1700/3750], Loss: 0.2446\n",
      "Epoch [1/2], Step [1800/3750], Loss: 0.4393\n",
      "Epoch [1/2], Step [1900/3750], Loss: 0.3288\n",
      "Epoch [1/2], Step [2000/3750], Loss: 0.3442\n",
      "Epoch [1/2], Step [2100/3750], Loss: 0.7211\n",
      "Epoch [1/2], Step [2200/3750], Loss: 0.7927\n",
      "Epoch [1/2], Step [2300/3750], Loss: 0.3157\n",
      "Epoch [1/2], Step [2400/3750], Loss: 0.6452\n",
      "Epoch [1/2], Step [2500/3750], Loss: 0.4837\n",
      "Epoch [1/2], Step [2600/3750], Loss: 0.5271\n",
      "Epoch [1/2], Step [2700/3750], Loss: 0.3635\n",
      "Epoch [1/2], Step [2800/3750], Loss: 0.4603\n",
      "Epoch [1/2], Step [2900/3750], Loss: 0.2154\n",
      "Epoch [1/2], Step [3000/3750], Loss: 1.0031\n",
      "Epoch [1/2], Step [3100/3750], Loss: 0.6072\n",
      "Epoch [1/2], Step [3200/3750], Loss: 0.2050\n",
      "Epoch [1/2], Step [3300/3750], Loss: 0.5538\n",
      "Epoch [1/2], Step [3400/3750], Loss: 0.5545\n",
      "Epoch [1/2], Step [3500/3750], Loss: 0.1023\n",
      "Epoch [1/2], Step [3600/3750], Loss: 0.2575\n",
      "Epoch [1/2], Step [3700/3750], Loss: 0.5812\n",
      "Epoch [2/2], Step [100/3750], Loss: 0.5088\n",
      "Epoch [2/2], Step [200/3750], Loss: 0.1078\n",
      "Epoch [2/2], Step [300/3750], Loss: 0.3359\n",
      "Epoch [2/2], Step [400/3750], Loss: 0.6017\n",
      "Epoch [2/2], Step [500/3750], Loss: 0.6967\n",
      "Epoch [2/2], Step [600/3750], Loss: 0.5718\n",
      "Epoch [2/2], Step [700/3750], Loss: 0.1358\n",
      "Epoch [2/2], Step [800/3750], Loss: 0.3323\n",
      "Epoch [2/2], Step [900/3750], Loss: 0.1638\n",
      "Epoch [2/2], Step [1000/3750], Loss: 0.3540\n",
      "Epoch [2/2], Step [1100/3750], Loss: 0.3434\n",
      "Epoch [2/2], Step [1200/3750], Loss: 0.4375\n",
      "Epoch [2/2], Step [1300/3750], Loss: 0.2336\n",
      "Epoch [2/2], Step [1400/3750], Loss: 0.3078\n",
      "Epoch [2/2], Step [1500/3750], Loss: 0.3649\n",
      "Epoch [2/2], Step [1600/3750], Loss: 0.3845\n",
      "Epoch [2/2], Step [1700/3750], Loss: 0.4029\n",
      "Epoch [2/2], Step [1800/3750], Loss: 0.2789\n",
      "Epoch [2/2], Step [1900/3750], Loss: 0.1644\n",
      "Epoch [2/2], Step [2000/3750], Loss: 0.1183\n",
      "Epoch [2/2], Step [2100/3750], Loss: 0.7145\n",
      "Epoch [2/2], Step [2200/3750], Loss: 0.2735\n",
      "Epoch [2/2], Step [2300/3750], Loss: 0.5127\n",
      "Epoch [2/2], Step [2400/3750], Loss: 0.4329\n",
      "Epoch [2/2], Step [2500/3750], Loss: 0.0535\n",
      "Epoch [2/2], Step [2600/3750], Loss: 0.2136\n",
      "Epoch [2/2], Step [2700/3750], Loss: 0.2571\n",
      "Epoch [2/2], Step [2800/3750], Loss: 0.0241\n",
      "Epoch [2/2], Step [2900/3750], Loss: 0.3329\n",
      "Epoch [2/2], Step [3000/3750], Loss: 0.3597\n",
      "Epoch [2/2], Step [3100/3750], Loss: 0.3698\n",
      "Epoch [2/2], Step [3200/3750], Loss: 0.3505\n",
      "Epoch [2/2], Step [3300/3750], Loss: 0.4735\n",
      "Epoch [2/2], Step [3400/3750], Loss: 0.1729\n",
      "Epoch [2/2], Step [3500/3750], Loss: 0.1988\n",
      "Epoch [2/2], Step [3600/3750], Loss: 0.2326\n",
      "Epoch [2/2], Step [3700/3750], Loss: 0.5960\n"
     ]
    }
   ],
   "execution_count": 22
  },
  {
   "cell_type": "code",
   "id": "1251176b7a5a0772",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-21T12:46:54.421851Z",
     "start_time": "2025-08-21T12:46:43.296478Z"
    }
   },
   "source": [
    "# 开始测试\n",
    "correct = 0\n",
    "total = 0\n",
    "with torch.no_grad():\n",
    "    for images, labels in test_loader:\n",
    "        outputs = model(images)\n",
    "\n",
    "        _, indices = torch.max(outputs.data, 1)\n",
    "\n",
    "        total += labels.size(0)\n",
    "\n",
    "        matches = (indices == labels)\n",
    "        correct += matches.sum().item()\n",
    "\n",
    "print('测试集正确率为: {} %'.format(100 * correct / total))"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "测试集正确率为: 92.96 %\n"
     ]
    }
   ],
   "execution_count": 23
  }
 ],
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